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Which Luxury Brand Has Lower Maintenance Costs?

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Purchasing a new car is hardly an easy task, even if you’re shopping in the more budget-friendly quarters of the market. But the process can no doubt be even more daunting for folks shopping in the luxury vehicle category, as there tends to be more money at stake up front. If you are eyeing a new ride in that corner of the market, there’s a likelihood that vehicles from BMW and Toyota’s luxury shingle, Lexus, are on your radar. 

Those vaunted auto brands have essentially become permanent fixtures on yearly lists, amassing the best-selling luxury brands. If you’ve been comparing those automotive brands yourself, you likely noticed that, at least at the point of purchase, BMW models will likely cost you a few more Benjamins than their Lexus counterparts. But in the luxury automobile sector, maintenance should also factor heavily in your decision-making process, as it can be expensive to keep those vehicles looking and running the way any owner would expect from a high-priced ride.

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It can, however, be difficult to properly determine maintenance costs on your own. As such, consumer ratings factions like Consumer Reports (CR) can be invaluable in helping you crunch the numbers. And according to CR, in the long run, the estimated cost of maintaining a BMW may be considerably more than that of a Lexus. For the record, several other factions — including SoFi and CarEdge — also rank Lexus well ahead of BMW in this category, even as there may be more to the numbers to consider.

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The maintenance numbers are tricky between Lexus and BMW

Given Lexus’s ties to the Toyota brand, it’s not entirely shocking that the brand is cheaper to maintain. Save for a few recent issues, Toyota is well-known in the automobile arena for reliable vehicles that don’t cost much to properly maintain. To that end, both SoFi and CarEdge rank Lexus as one of the best luxury options on the market in terms of maintenance costs.

Though numbers vary, Consumer Reports estimates tell the same story. But the numbers aren’t as cut and dry as you might think. In fact, per CR’s estimates, over the first five years of ownership, a Lexus might cost more to properly maintain at a potential cost of $1,800 to BMW’s $1,700. It’s in years six through 10 that things shift dramatically, however, with CR estimating it may cost $9,300 to maintain a BMW and $5,600 for a Lexus. Consumer Reports’ 10-year estimates break down to $11,000 for BMW and $7,400 for Lexus. While the other noted survey factions claim that cost could run closer to $16,000 or more for the German brand, the overall Lexus numbers are more in-line CR’s estimate.

There is one caveat to consider regarding these numbers, in that CR reportedly only accounts for costs that are paid directly by the vehicle’s owner, effectively ignoring services covered by the manufacturer in complimentary maintenance plans. That may account for variances in the cited estimates. And with new BMWs getting three years of complimentary service from the manufacturer in comparison to Lexus’s one-year plan, the overall numbers could see a notable shift. 

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What You’ll Find Inside a Massive Water-Cooled Intel 3000W Power Supply

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3000W Intel Reference Unit Water-Cooled Power Supply
A 3000W power supply often conjures up images of huge metal boxes with noisy fans pumping air over massive heat sinks, but this Intel reference unit blasts that idea out of the water, or rather keeps it cool, due to a water cooling system that keeps everything nice and clean.



Intel engineers designed this beast of a device for data centers and servers, where squeezing as much power as possible into a small space is the name of the game. It accepts a large 240-volt AC and outputs a reasonable 12 volts DC at up to 250 amps, suitable for 3000 wattage.Water flows through the back of the unit via quick-release fittings, carrying heat away without the need for a noisy internal fan or traditional heat sink fins, and the entire thing remains sealed and silent with no internal moving parts, relying on external coolant to keep things from overheating.

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Inside, things get a little more tricky because the enclosure is a solid black box with no vents to speak of. When the screws are removed, you’ll discover two chunky circuit boards jammed together with a large cold plate crammed in between. The components all push against the cold plate using thermal pads, and the circulating fluid then transports the heat to the outside world. The configuration works well to split chores, with one board handling power factor adjustment on the input side and the other handling the primary DC-DC conversion bit.

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3000W Intel Reference Unit Water-Cooled Power Supply
Input protection is the first priority, with fuses, surge arrestors, metal oxide varistors, gas discharge tubes, and common-mode chokes all doing their part to keep unpleasant little shocks from the mains supply from causing issues. Following that, bulk capacitors are used to smooth out the rectified line voltage, ensuring that it is not unsteady or unpredictable. The power factor adjustment step, on the other hand, employs a neat technique known as an interleaved totem-pole topology to reduce ripple and enhance efficiency. The GaN transistors in that part are from Texas Instruments and have a reasonable 600 volt rating. They are also fast-switching (which is good) and low-loss, enabling it to achieve the unit’s 80 Plus Platinum certification

3000W Intel Reference Unit Water-Cooled Power Supply
The power is subsequently transferred to the phase-shifted full-bridge section on the other board. Silicon carbide MOSFETs are the high-voltage switching components here, paire with a transformer that graciously lowers down the voltage for us. The litz wire on the main side is wound to reduce signal loss as the frequency increases, while synchronous rectifiers on the secondary side work their magic to provide even greater efficiency. The output filtering is then provided by a large inductor and 9000 microfarads of polymer capacitors, all working together to provide a clean 12 volts DC at the output.

3000W Intel Reference Unit Water-Cooled Power Supply
Of course, there have to be some control circuits in there somewhere to keep things running smoothly; a Texas Instruments C2000 microcontroller manages the PFC stage, while a PIC24 monitors overall supervision. To keep things nice and safe, there are digital isolators (which are really brilliant, in my opinion) and auxiliary flyback converters that provide standby power as necessary.

3000W Intel Reference Unit Water-Cooled Power Supply
Some of the design choices on show here are quite impressive, as the cold plate design allows the unit to chug out a respectable 2500 watts per liter, as that’s a whopping 250 times more power per liter than the average air-cooled supplies, which might only scrape in at around 800 watts per liter, but using advanced semiconductors like GaN and SiC really helps to keep losses to a minimum. However, it’s the water block that still proves essential at full load where losses total around 300 watts.
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The EU’s strategic rebalancing of research partnerships with China

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In 2026, one of Europe’s most ambitious scientific ventures, Horizon Europe, a seven-year, roughly €93 billion framework dedicated to research and innovation, underwent a quiet but significant transformation. 

What had once been an open invitation to researchers across the globe now carries a more guarded tenor. 

In critical areas such as artificial intelligence, semiconductors, quantum technologies, and biotechnology, organisations based in China are no longer automatically eligible to receive EU funding, a sharp deviation from earlier years when Chinese participation was possible, albeit under evolving conditions. 

This change is neither arbitrary nor purely technical. It reflects the culmination of years of negotiation and strategic signalling in Brussels. 

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According to the European Commission’s own international cooperation guidance, cooperation with third countries like China has always been conditional; Chinese researchers may contribute, but they are required to enter as Associated Partners and often must bring their own funding where EU funding does not automatically apply. 

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Yet the updated participation rules go further. 

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In late 2025, the Commission codified conditions that essentially block Chinese institutions from receiving core Horizon Europe grants in sensitive clusters of research and innovation. 

In policy terms, the threshold for inclusion has shifted: European partners must now demonstrate that their collaborators are not owned or controlled by Chinese entities, creating de facto barriers for significant portions of bilateral work in cutting-edge fields. 

While cooperation is not extinguished outright, joint work continues in areas like climate science and agriculture under bilateral road-map mechanisms; this recalibration is telling. 

It amounts to Europe drawing boundaries around where it will share its most prized scientific infrastructure and intellectual capital and where it will withhold it. 

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The official justifications, as framed by Commission texts, lean heavily on concerns about research security, intellectual property protection, and the perceived risk of unintended transfers of strategic technology where civil and military boundaries blur. 

Viewed in isolation, these adjustments might read as bureaucratic fine-tuning. But in the broader context of EU policy, which straddles an ambition for open scientific cooperation and an emergent emphasis on strategic autonomy, they underscore a fundamental tension. 

Europe still champions collaborative discovery across borders, yet it acknowledges nowadays research ecosystem is intertwined with global power dynamics in once unimaginable ways.

Beyond the sharp edges of eligibility rules lies a deeper question: why does this particular rebalancing matter in practice

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Over the past decade, China has become increasingly visible in global scientific networks. Its researchers regularly co-authored papers with European counterparts, and its rapidly expanding domestic science base, often supported through state mechanisms, moved from peripheral to central positions in disciplines ranging from materials science to computational biology. 

Yet in the architecture of Horizon Europe that emerges in 2026, participation is no longer synonymous with access to EU funds.

Chinese entities still can contribute to research proposals, but they do so as Associated Partners and typically must bring their own financing, a distinction that subtly but fundamentally changes the incentives and power dynamics of collaboration.

In practical terms, the new rules change how research consortia form and operate. European institutions seeking to work at the frontier of emerging technologies must now factor in eligibility constraints when structuring partnerships

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Where once multinational consortia could mix researchers from across continents with minimal procedural friction, they now must design collaborations that either exclude certain partners from funding streams or justify their presence through alternative mechanisms. 

This places a renewed premium on legal expertise, consortium management, and alignment with EU strategic priorities, an additional administrative layer that did not exist to the same degree in earlier cooperation frameworks. 

These restrictions could have unintended intellectual or scientific consequences. When large research systems are pushed to the margins, there is a risk that parallel ecosystems evolve, with reduced interoperability between them. In the long term, this could alter citation networks, collaborative norms, and research mobility patterns. 

It could also prompt other powerful actors to adopt similar measures, reshaping the landscape of global science into distinct blocs defined by policy fences rather than open inquiry.

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It’s important to emphasise that the EU has not abandoned bilateral scientific engagement outright.

Mechanisms outside Horizon Europe,  including mobility schemes and targeted co-funding instruments designed to support researcher exchanges, continue to exist, and cooperation on transnational challenges such as climate change and biodiversity remains active. 

What has changed is the weight of strategic calculation in decisions about where and how to invest EU funding. As a result, science policy in Europe now sits at the intersection of research excellence, economic sovereignty, and geopolitical strategy.

For Europe’s research community, this presents a complex set of questions. Does tighter control over strategic collaborations strengthen the European innovation base? Or does it risk isolating European science from talent and knowledge flows? 

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The answer is unlikely to be binary. 

What is clear, however, is that Horizon Europe,  once known chiefly as a vehicle for excellence and discovery, is now also a mirror of shifting geopolitical realities, showing how science policy has become part of broader efforts to navigate uncertainty in a multipolar world.

In the end, the EU’s decision to redraw the terms of research partnership with China feels less like a closing door and more like a recalibration of Europe’s compass. It acknowledges a world in which scientific discovery and geopolitical currents are no longer parallel tracks but deeply intertwined. 

The Horizon Europe programme, once the grand symbol of open scientific cooperation, now also stands as a marker of strategic foresight,  a space where Europe seeks to balance openness with caution, curiosity with control.

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This turning point doesn’t signal a retreat from global engagement. 

What it does reflect is a modern realpolitik of research: where funding decisions are informed not only by scientific merit but by questions of security, reciprocity, and long-term technological sovereignty. 

In a scenery defined by rising competition over frontier technologies, Europe is choosing to hedge its bets, opening some doors wider, while tightening others. The future of scientific collaboration may be neither total isolation nor full openness but a nuanced choreography between cooperation and strategic self-interest.

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Russian hacker uses multiple AI tools to break hundreds of firewalls

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  • Russian hacker brute-forced FortiGate firewalls using weak credentials
  • AI-generated scripts enabled data parsing, reconnaissance, and lateral movement
  • The campaign targeted Veeam servers; attacker abandoned hardened systems

A Russian hacker was recently seen brute-forcing their way into hundreds of firewalls – but what makes this campaign really stand out is the fact that the seemingly low-skilled threat actor was able to pull off the attacks with the help of Generative Artificial Intelligence (GenAI).

In a new analysis, Amazon Integrated Security CISO CJ Moses explained how researchers observed a threat actor “systematically” scanning for exposed FortiGate management interfaces across ports 443, 8443, 10443, and 4443.

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Tofu brine could power safer batteries that last decades, researchers say

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The design replaces the complex, flammable chemistry of lithium-ion batteries with an electrolyte that’s as safe as saltwater. In lab tests, the prototype endured more than 120,000 charge cycles, an endurance record that far exceeds today’s commercial standards. Typical electric-vehicle batteries degrade after just a few thousand cycles – even…
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Best Puffer Jacket (2026): Patagonia, Arc’teryx, REI

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Mountain Hardware’s Ghost Whisperer UL hoodie has been a popular pick among ultralight backpackers since it was introduced a few years ago. It remains the best puffer jacket for anyone trying to shave every last ounce off their pack weight. It weighs just 6.7 ounces for a men’s medium (7.3 ounces for the men’s large I tested), packs down to a tiny little thing (stuffing into its own pocket), and the 1,000-fill-power goose down offers one of the best warmth-to-weight ratios on the market. The very lightweight shell material is a mix of 5D and 7D ripstop nylon, which is a bit more fragile than heavier jackets, but it has held up well so far in my testing. I can safely say that the Ghost Whisper UL is everything I ever wanted in an ultralight down puffer and then some.

What sets it apart from some other very nice puffers out there are the little details. First there’s the 1.9 ounces of 1,000-fill-power down, which is as high a fill power as you’ll find in a jacket of this class, meaning you’re getting the maximum warmth and loft that you can for the least amount of weight. My only caveat for this jacket would be, if you are the type of person who gets cold easily, you might want something with a bit more fill. The classic Ghost Whisperer Down Hoody (not the ultralight) has 3 ounces of 800 fill power and is slightly warmer in most scenarios, the trade-off being it’s heavier as well (about 9 ounces for a men’s medium). Also check out the Katabatic Gear puffer below, which is considerably warmer. I do not get cold easily, and I have found the Ghost Whisperer UL works well for me as a warm layer to throw on in camp at high elevation is summer, a mid-layer for hiking in cold conditions, and a mid-layer under the Rab Glaceon Pro in extreme cold.

Other details that make the Ghost Whisperer UL our top pick for ultralight hiking include two very nice zippered hand pockets with a good amount of space to stash little stuff like a three-season hat and some gloves, along with an adjustable drawstring at the waist to keep drafts out. I also love how small this thing packs down, well under the size of a 1L bottle (see photo). It packs into its own left pocket with a reversible zipper, although it will stuff down even smaller if you get a separate stuff sack.

My only gripe about this jacket is that there’s no drawstrings. The hood, cuffs, and waist hem are all elastic. This works fine for the cuffs and hood, but I wish there were a drawstring for the waist. For this reason, if I am expecting temps below 40, I bring a heavier puffer. The rest of the time, this is what you’ll find in my backpack. Note that I found the fit to be a little small. According to the fit guide on the Mountain Hardware website, I am right between medium and large. I tried both and found the large fit much better.

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Specs
Down fill power 1,000
Fill weight 1.9 oz.
Weight 6.7 oz.

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Exploring Innovative Number Formats for AI Efficiency

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AI has driven an explosion of new number formats—the ways in which numbers are represented digitally. Engineers are looking at every possible way to save computation time and energy, including shortening the number of bits used to represent data. But what works for AI doesn’t necessarily work for scientific computing, be it for computational physics, biology, fluid dynamics, or engineering simulations. IEEE Spectrum spoke with Laslo Hunhold, who recently joined Barcelona-based Openchip as an AI engineer, about his efforts to develop a bespoke number format for scientific computing.

LASLO HUNHOLD

Laslo Hunhold is a senior AI accelerator engineer at Barcelona-based startup Openchip. He recently completed a Ph.D. in computer science from the University of Cologne, in Germany.

What makes number formats interesting to you?

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Laslo Hunhold: I don’t know another example of a field that so few are interested in but has such a high impact. If you make a number format that’s 10 percent more [energy] efficient, it can translate to all applications being 10 percent more efficient, and you can save a lot of energy.

Why are there so many new number formats?

Hunhold: For decades, computer users had it really easy. They could just buy new systems every few years, and they would have performance benefits for free. But this hasn’t been the case for the last 10 years. In computers, you have a certain number of bits used to represent a single number, and for years the default was 64 bits. And for AI, companies noticed that they don’t need 64 bits for each number. So they had a strong incentive to go down to 16, 8, or even 2 bits [to save energy]. The problem is, the dominating standard for representing numbers in 64 bits is not well designed for lower bit counts. So in the AI field, they came up with new formats which are more tailored toward AI.

Why does AI need different number formats than scientific computing?

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Hunhold: Scientific computing needs high dynamic range: You need very large numbers, or very small numbers, and very high accuracy in both cases. The 64-bit standard has an excessive dynamic range, and it is many more bits than you need most of the time. It’s different with AI. The numbers usually follow a specific distribution, and you don’t need as much accuracy.

What makes a number format “good”?

Hunhold: You have infinite numbers but only finite bit representations. So you need to decide how you assign numbers. The most important part is to represent numbers that you’re actually going to use. Because if you represent a number that you don’t use, you’ve wasted a representation. The simplest thing to look at is the dynamic range. The next is distribution: How do you assign your bits to certain values? Do you have a uniform distribution, or something else? There are infinite possibilities.

What motivated you to introduce the takum number format?

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Hunhold: Takums are based on posits. In posits, the numbers that get used more frequently can be represented with more density. But posits don’t work for scientific computing, and this is a huge issue. They have a high density for [numbers close to one], which is great for AI, but the density falls off sharply once you look at larger or smaller values. People have been proposing dozens of number formats in the last few years, but takums are the only number format that’s actually tailored for scientific computing. I found the dynamic range of values you use in scientific computations, if you look at all the fields, and designed takums such that when you take away bits, you don’t reduce that dynamic range

This article appears in the March 2026 print issue as “Laslo Hunhold.”

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How To Properly Wash A Microfiber Cloth After Cleaning Your Car

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Microfiber cloths are an eco-friendly and versatile cleaning tool that many of us keep around the house. They serve a multitude of purposes, from wiping down your countertops and polishing your eyeglasses to cleaning your electronics and detailing your car. They’re a great choice when you want to polish a surface without scratching it, and many people use them to hand wash their cars. But what’s the best way to clean them after you use them, or even after they’ve simply hit the ground?

Microfiber cloths, as the name implies, are made up countless synthetic fibers that carry an electrostatic charge. It’s this charge that attracts dirt so well; maintaining that charge means washing them in ways that don’t limit the cloth’s abilities. Thankfully, you don’t need to wash those microfiber cloths by hand — your washing machine will do the job. However, if the microfiber towels are extremely dirty, you may want to give them a rinse in the sink beforehand. That being said, you should wash them on their own and not with other clothing or towels, especially anything that’s cotton or wool, as this can make it harder for all those synthetic fibers to keep attracting dust and dirt.

Once you toss those microfiber cloths safely into the washing machine, set the water to warm, which will help loosen the dirt and clean them more thoroughly. Use gentle detergent and avoid fabric softeners and bleach, which can also damage the fibers. Stick to the gentle or normal cycle to minimize wear and tear caused by heavy agitation. If you want to ensure that the cloths are clean, you can add an extra rinse to the cycle. Once the microfiber cloths come out of the washer, you can either allow them to air dry or throw them in the dryer on low heat. Once they’re clean and dry, they should be ready for another round!

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How and why to use microfiber to clean your car

Visit the car detailing aisle at your local big box store and you’ll be greeted with a multitude of sponges, washing mittens, and towels. However, the pros often choose microfiber because it’s both soft and dense, and all those small fibers it’s made of easily pick up tiny dirt particles without being abrasive. They’re also very absorbent and don’t tend to leave behind streaks or lint, making them a better choice for washing your vehicle than sponges or an old rag. They’re also cost-effective, as you can use them again and again as long as you clean them properly.

To avoid cross-contamination and the potential for scratches, use a separate microfiber cloth for each section of your car when you wash it, including the tires, the body, and the windows. Glass-specific microfiber cloths for your windshield can be particularly helpful in keeping it free of streaks. Never use the cloth on dry paint; always rinse your vehicle first to remove loose dirt and reduce the risk of scratches. You may want to use one bucket for soapy water and another with clean water to rinse the cloth as you wash. Instead of using a circular motion, wipe in straight lines when using a microfiber cloth, as this helps reduce any marks that may be left over when you’re done.

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To dry your vehicle, use another clean cloth. Instead of wiping, gently pat with the cloth, which again will help you avoid scratches, smudges, and streaks. Finally, never reuse a microfiber cloth without washing them — even if they look clean, dirt trapped in the cloth may lead to scratched paint the next time around.



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I spent a day at an elite hi-fi show to pick out 6 affordable speakers and hi-res players even I’d buy, so maybe you can too

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I saw some of the best stereo speakers while wearing my boots down at Bristol Hi-Fi Show between February 20-22, and I wrote a whole listicle on some of the premium audio gadgets which will absolutely shatter your bank account.

But at the annual show, I also saw a decent amount of kit that wasn’t so wallet-shredding. I enjoyed listening to plenty of headphones and speakers which you and I could even end up buying — I mean, if my landlady decided I could be exempt from rent for a month or two.

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The “dumb” TV pivot: why your next screen shouldn’t be smart

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Modern smart TVs have a fatal flaw: the software ages significantly faster than the hardware. A beautiful 4K panel can easily last a decade, but the built-in operating system will become a laggy, ad-filled, bloated mess within three years. Add in the privacy concerns of viewing data collection and unskippable interface ads, and it is easy to see why tech enthusiasts are pivoting back to “dumb” screens.

The new power-user move is to buy a display that does nothing but show a picture, and pair it with a dedicated, high-power streaming box (like an Apple TV 4K or Nvidia Shield) that you can easily replace when it inevitably gets slow.

Here are the best ways to get a high-quality “dumb” screen in 2026.

The quick list

Samsung — 65” 4K BEFX-H Business Pro TV

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You don’t have to be a business owner to buy a commercial display. Screens like the Samsung Business Pro series are designed to be mounted in sports bars or menu boards, meaning they are engineered to run 16 hours a day without failing. They offer crisp 4K UHD resolution and high dynamic range, but lack the consumer-facing bloatware and complex smart menus.

  • Price: $648.00 (Discounted from $720.00)
  • Why it works: It is a heavy-duty, reliable panel that exists simply to take an HDMI input and display it brightly.

Sceptre — 50-inch 4K UHD LED TV (U515CV-U)

Sceptre is one of the last brands actively producing true, non-smart TVs for the consumer market. There is no Ethernet port, no Wi-Fi antenna, and no user agreements to sign when you turn it on. It is an incredibly affordable, barebones LED panel with multiple HDMI ports that just works right out of the box.

  • Price: $232.07
  • Why it works: It isn’t going to win any awards for HDR brightness, but if you just want a reliable 4K screen for a guest room or garage that will never ask you to perform a software update, this is the one.

Sony — 77″ Class BRAVIA XR A95L OLED 4K UHD Smart Google TV (2023)

You can’t buy a flagship, top-tier consumer TV that doesn’t have a smart OS baked in. However, you can bypass it. The Sony A95L is arguably the best-looking TV on the market. Because it runs on the Google TV platform, you are given a choice during the initial setup: “Google TV” or “Basic TV.” Choosing Basic Mode strips away all the smart features, apps, and internet connectivity, turning this masterpiece into a glorious, high-end input switcher.

  • Price: $4,499.99 (Discounted from $4999.99)
  • Why it works: You get the absolute pinnacle of current television technology (QD-OLED, unmatched color accuracy) without the privacy invasions or home screen advertisements.

The bottom line

If you want to keep costs low and avoid the internet entirely, the Sceptre 50-inch is the most straightforward option. If you want longevity and commercial-grade reliability, the Samsung Pro TV is a brilliant workaround. But if you want a true cinematic experience without the smart-TV lag, the Sony Bravia XR A95L OLED (running in Basic Mode) is the ultimate 2026 living room setup.

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MIT's new 3D printer can create a working electric motor in one build

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The team, based at MIT’s Microsystems Technology Laboratories, demonstrated the system by printing an electric linear motor – the type that generates straight-line motion instead of spinning a shaft.
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